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Head-to-head · Customer Data Quality Software

DataMatch Enterprise vs CleanSmart

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score DataMatch Enterprise #4 in Customer Data Quality Software 9.0/10 Pricing on request ✓ 0 of 4 features Visit DataMatch
CleanSmart #7 in Customer Data Quality Software 8.7/10 7-day trial Free trial✓ 4 of 4 features Visit CleanSmart

DataMatch Enterprise leads on 0 checks, CleanSmart on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreDataMatch Enterprise · 9.0/10
  • Free trialonly CleanSmart
  • Most featuresCleanSmart · 4 of 4

DataMatch Enterprise scores higher on our rubric for customer data quality software: 9.0 against 8.7 out of 10; our editors rank them #4 and #7.

DataMatch Enterprise is the better fit for complex matching and survivorship workflows. CleanSmart is the better fit for affordable small-business data cleanup.

  • DataMatch Enterprise fits best

    Complex matching and survivorship workflows

  • CleanSmart fits best

    Affordable small-business data cleanup

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature DataMatch Enterprise 9.0/10 Visit ↗ CleanSmart 8.7/10 Visit ↗
At a glance
Editor score 9.0 8.7
Ranking #4 in Customer Data Quality Software #7 in Customer Data Quality Software
Best for Complex matching and survivorship workflows Affordable small-business data cleanup
Pricing model Paid Paid
Starting price — $59/mo
Free plan — —
Free trial — 7 days
Deployment Cloud, Self-hosted, Desktop, Browser extension Cloud
Platforms Web, Windows, Linux Web
Support Email, Live chat, Phone, Tickets Email, Live chat, Docs
Integrations 20 integrations 5 integrations
Built for Small business, Mid-market, Enterprise Small business, Mid-market
Features DataMatch Enterprise 0/4 · CleanSmart 4/4
Deduplication Not checked yet ✓ (best)
Data validation Not checked yet ✓ (best)
Data standardization Not checked yet ✓ (best)
Quality monitoring Not checked yet ✓ (best)
Specs
Included records Not checked yet 50000 records
Deployment Not checked yet Cloud
Our review
Pros
  • Supports exact, phonetic, numeric, domain-specific, and fuzzy matching
  • Combines deduplication with merge, purge, and survivorship rules
  • Offers batch, real-time, REST API, and self-hosted deployment options
  • Semantic duplicate detection with confidence-scored merging
  • Standardizes contact, address, date, and currency fields
  • Review queues, Clarity Score, and full audit trails
Cons
  • No free plan is available
  • Pricing is quote-based rather than publicly listed
  • Its broad enterprise feature set may exceed simpler data-cleaning needs
  • Starter is limited to CSV-based CRM integration
  • Native connectors begin with the Pro plan
  • Business is required for multi-source processing
Our verdict

DataMatch Enterprise is Data Ladder’s platform for profiling, cleansing, standardizing, matching, and deduplicating records across files, databases, CRMs, APIs, and ODBC sources. It is aimed at business users, data analysts, IT teams, and…

Read the review →

CleanSmart is a web-based, cloud data quality tool for marketing, sales, and revenue operations teams at small and mid-sized companies. It accepts CSV files or connects with CRM and commerce systems, then detects semantic duplicates,…

Read the review →
  1. DataMatch EnterpriseCustomer Data Quality Software 9.0Pricing on request
  2. CleanSmartCustomer Data Quality Software 8.77-day trial

Strengths and trade-offs

  • DataMatch Enterprise — where it wins

    • Supports exact, phonetic, numeric, domain-specific, and fuzzy matching
    • Combines deduplication with merge, purge, and survivorship rules
    • Offers batch, real-time, REST API, and self-hosted deployment options

    Where it doesn't

    • No free plan is available
    • Pricing is quote-based rather than publicly listed
    • Its broad enterprise feature set may exceed simpler data-cleaning needs

  • CleanSmart — where it wins

    • Semantic duplicate detection with confidence-scored merging
    • Standardizes contact, address, date, and currency fields
    • Review queues, Clarity Score, and full audit trails

    Where it doesn't

    • Starter is limited to CSV-based CRM integration
    • Native connectors begin with the Pro plan
    • Business is required for multi-source processing
  • DataMatch Enterprise9.0/10 · Pricing on request

    A broad data-quality platform for complex matching, merge, and survivorship workflows.

    Visit DataMatchFull verdict →
  • CleanSmart8.7/10 · 7-day trial

    Affordable cleanup for small teams, with strong review controls and higher-tier integrations.

    Visit CleanSmartFull verdict →

More comparisons

All customer data quality software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update